In the Crypto Fraud Detection and Recovery rapidly evolving landscape of blockchain-based currencies, security stands as a paramount concern. Malicious actors constantly devise sophisticated attacks aimed at exploiting valuable copyright assets. To combat these threats, the field of ethical hacking